{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c5eb3fe3-3c03-4cbd-a322-acdb671e9051",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-30T23:56:46.114192Z",
     "iopub.status.busy": "2022-06-30T23:56:46.113966Z",
     "iopub.status.idle": "2022-06-30T23:57:03.933456Z",
     "shell.execute_reply": "2022-06-30T23:57:03.932680Z",
     "shell.execute_reply.started": "2022-06-30T23:56:46.114168Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 20 folds for each of 10 candidates, totalling 200 fits\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 6/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 5/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 2/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 1/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 10/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 4/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 8/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 13/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 16/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 9/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 12/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 11/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 14/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 3/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 7/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 5/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 1/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 15/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 14/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 17/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 16/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 20/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 19/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 19/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 13/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 17/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 5/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 9/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 4/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 3/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 10/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 15/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 20/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 5/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 8/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 1/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.922 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 5/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 18/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 11/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 16/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 20/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 7/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.967 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 11/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 17/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 9/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 4/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 8/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 10/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 14/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 12/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 12/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 6/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 14/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 6/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 4/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 2/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 20/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 4/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 7/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 11/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 16/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 15/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 19/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 17/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 16/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 17/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 10/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 2/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 5/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 1/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 20/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 18/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 20/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.101 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 12/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 13/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 9/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 4/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 8/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 19/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.101 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 3/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 14/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 18/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 15/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 19/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 11/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 1/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 15/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 19/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 3/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 1/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 18/20; 1/10] START C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 9/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 13/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 4/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 5/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 8/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 9/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 12/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 18/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.101 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 9/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 15/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 13/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 4/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 2/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 3/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=1.000 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 7/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 1/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 5/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 10/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 14/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 14/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 18/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 20/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.101 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 4/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 9/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 3/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 1/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.956 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 2/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 11/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 15/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 4/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 15/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 8/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 13/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 8/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 6/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 1/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 7/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 16/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 20/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 19/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.101 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 3/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 12/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 9/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 13/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 12/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 16/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 15/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 19/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 6/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 17/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 1/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 8/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 5/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 10/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 18/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.921 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 2/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 3/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 7/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 2/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 19/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.101 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 3/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 10/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 14/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 2/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 6/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 8/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 3/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 7/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 5/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 4/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 13/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 7/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 12/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 16/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 12/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 13/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 17/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 18/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.101 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 17/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 3/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 19/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 7/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 20/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.101 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 4/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 5/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 6/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 7/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 11/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 14/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 18/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 7/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.978 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 11/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 2/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 8/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 9/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 8/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29437, ip=172.31.26.25)\u001b[0m [CV 6/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.967 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 11/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.978 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 15/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 16/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 20/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 20/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.101 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 4/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 12/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10581, ip=172.31.26.121)\u001b[0m [CV 7/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.967 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 5/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 9/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12118, ip=172.31.26.71)\u001b[0m [CV 9/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.978 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12119, ip=172.31.26.71)\u001b[0m [CV 8/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.933 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 13/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 11/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 19/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.101 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 3/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 3/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 7/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 18/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.955 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 2/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 18/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.101 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 2/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 16/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10512, ip=172.31.21.170)\u001b[0m [CV 17/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10513, ip=172.31.21.170)\u001b[0m [CV 12/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10568, ip=172.31.26.121)\u001b[0m [CV 19/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.101 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 2/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 6/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29106, ip=172.31.25.104)\u001b[0m [CV 11/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 9/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 10/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 14/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12417, ip=172.31.19.54)\u001b[0m [CV 16/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 2/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 6/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 2/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 6/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 15/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 19/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 12/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 4/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   1.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 8/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 12/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.978 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 16/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 17/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29425, ip=172.31.26.25)\u001b[0m [CV 9/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.967 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10576, ip=172.31.26.121)\u001b[0m [CV 12/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.978 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 1/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 5/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 3/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=29103, ip=172.31.25.104)\u001b[0m [CV 17/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 6/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 10/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 19/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.978 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 7/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.100 total time=   1.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 11/20; 3/10] START C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10609, ip=172.31.28.178)\u001b[0m [CV 2/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.978 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 3/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 13/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.967 total time=   1.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 17/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 7/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 11/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 16/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 20/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 14/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 18/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 15/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 19/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 11/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 15/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 14/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 18/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 6/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 10/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 13/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 17/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10605, ip=172.31.28.178)\u001b[0m [CV 19/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.978 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 4/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 8/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10701, ip=172.31.28.178)\u001b[0m [CV 15/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.967 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 2/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10682, ip=172.31.22.253)\u001b[0m [CV 3/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.967 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12299, ip=172.31.20.70)\u001b[0m [CV 20/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.933 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 20/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.213 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 4/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 3/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 7/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 7/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 11/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 8/20; 2/10] START C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 6/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10610, ip=172.31.28.178)\u001b[0m [CV 6/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.967 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10608, ip=172.31.28.178)\u001b[0m [CV 8/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.944 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 17/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 1/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12298, ip=172.31.20.70)\u001b[0m [CV 4/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=1.000 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12300, ip=172.31.20.70)\u001b[0m [CV 7/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.956 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12307, ip=172.31.20.70)\u001b[0m [CV 11/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 1/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 5/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 6/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 10/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 4/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 8/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10591, ip=172.31.22.253)\u001b[0m [CV 1/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.911 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10596, ip=172.31.22.253)\u001b[0m [CV 10/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.967 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 9/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=12410, ip=172.31.20.70)\u001b[0m [CV 18/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.101 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 3/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   0.7s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 7/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 6/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 10/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 13/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 9/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=0.989 total time=   2.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 13/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 5/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.989 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 9/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 18/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.225 total time=   0.6s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 2/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 10/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 14/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10718, ip=172.31.22.253)\u001b[0m [CV 10/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.944 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 6/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 10/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 8/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 12/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10590, ip=172.31.22.253)\u001b[0m [CV 2/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 16/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 20/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10597, ip=172.31.22.253)\u001b[0m [CV 14/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 5/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 9/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 18/20; 1/10] END C=188.73918221350996, class_weight=balanced, gamma=13738.23795883261, tol=0.007278953843983146;, score=0.101 total time=   2.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 2/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 8/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 12/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 11/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.0s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 15/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 10/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 20/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.978 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 11/20; 3/10] END C=2.592943797404667e-06, class_weight=None, gamma=48939.00918477499, tol=0.003562247890262444;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 14/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 4/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 12/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 15/20; 5/10] START C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 16/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 10/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 14/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 17/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 1/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10554, ip=172.31.24.251)\u001b[0m [CV 4/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.967 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 17/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 1/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 7/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 11/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 13/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 17/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 9/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 13/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 13/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 17/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 2/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 6/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1912)\u001b[0m [CV 13/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.956 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 15/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 19/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 8/20; 2/10] END C=3290.344562312671, class_weight=None, gamma=0.003290344562312671, tol=0.00016102620275609394;, score=1.000 total time=   1.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 12/20; 4/10] START C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 12/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   1.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 16/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 17/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=1.000 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 1/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10403, ip=172.31.24.251)\u001b[0m [CV 17/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.911 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 14/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 18/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 9/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 13/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10409, ip=172.31.24.251)\u001b[0m [CV 18/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.921 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10525, ip=172.31.24.251)\u001b[0m [CV 16/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=1.000 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 6/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.978 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 10/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 15/20; 5/10] END C=1.7433288221999873e-05, class_weight=None, gamma=28072162.039411698, tol=0.014873521072935119;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 19/20; 7/10] START C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 16/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 20/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 1/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 5/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10499, ip=172.31.24.251)\u001b[0m [CV 5/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 1/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 5/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10673, ip=172.31.24.251)\u001b[0m [CV 13/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.978 total time=   0.3s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2055)\u001b[0m [CV 19/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.933 total time=   0.5s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10410, ip=172.31.24.251)\u001b[0m [CV 20/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.978 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 14/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   1.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 18/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10567, ip=172.31.24.251)\u001b[0m [CV 5/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.989 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1914)\u001b[0m [CV 1/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.900 total time=   0.4s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 11/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.100 total time=   0.9s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 15/20; 9/10] START C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335\n",
      "\u001b[2m\u001b[36m(PoolActor pid=10404, ip=172.31.24.251)\u001b[0m [CV 18/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=0.865 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1918)\u001b[0m [CV 15/20; 9/10] END C=489.3900918477499, class_weight=None, gamma=1.2689610031679235e-07, tol=0.0006723357536499335;, score=1.000 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 12/20; 4/10] END C=0.0007880462815669912, class_weight=None, gamma=7880462.815669904, tol=0.005736152510448681;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 16/20; 6/10] START C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 16/20; 6/10] END C=3290.344562312671, class_weight=None, gamma=0.0009236708571873865, tol=0.00020433597178569417;, score=0.989 total time=   0.2s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 20/20; 8/10] START C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 19/20; 7/10] END C=0.6210169418915616, class_weight=None, gamma=0.5298316906283702, tol=0.003562247890262444;, score=0.213 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 3/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 10/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.100 total time=   0.8s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 14/20; 10/10] START C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417\n",
      "\u001b[2m\u001b[36m(PoolActor pid=1913)\u001b[0m [CV 14/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=0.978 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2035)\u001b[0m [CV 3/20; 10/10] END C=57361.52510448681, class_weight=balanced, gamma=1.6102620275609392e-06, tol=0.00020433597178569417;, score=1.000 total time=   0.1s\n",
      "\u001b[2m\u001b[36m(PoolActor pid=2067)\u001b[0m [CV 20/20; 8/10] END C=10.82636733874054, class_weight=None, gamma=2212216.29107045, tol=0.009236708571873866;, score=0.101 total time=   0.5s\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from sklearn.svm import SVC\n",
    "import ray\n",
    "ray.shutdown()\n",
    "\n",
    "import joblib\n",
    "from ray.util.joblib import register_ray\n",
    "\n",
    "register_ray()\n",
    "ray.init(address=\"ray://localhost:10001\",\n",
    "         runtime_env={\"pip\": [\"scikit-learn\"]})\n",
    "                      #\"working_dir\": \"./\"})\n",
    "\n",
    "#import mlflow\n",
    "#mlflow.set_tracking_uri('http://127.0.0.1:5001')\n",
    "# mlflow.autolog() #log_models=False, exclusive=True)\n",
    "import sklearn\n",
    "#mlflow.sklearn.autolog()#log_models=True)\n",
    "\n",
    "digits = load_digits()\n",
    "\n",
    "param_space = {\n",
    "    'C': np.logspace(-6, 6, 30),\n",
    "    'gamma': np.logspace(-8, 8, 30),\n",
    "    'tol': np.logspace(-4, -1, 30),\n",
    "    'class_weight': [None, 'balanced'],\n",
    "}\n",
    "model = SVC(kernel='rbf')\n",
    "search = RandomizedSearchCV(model, param_space, cv=20, n_iter=10, verbose=10)\n",
    "\n",
    "with joblib.parallel_backend('ray'):\n",
    "    search.fit(digits.data, digits.target)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0edb167a-3cf0-4ef6-9712-0849e2aba83f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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